Description
GraphRAG graph quality varies, ontologies are hand-designed and complex questions need multi-hop retrieval. MemGraphRAG from Xiamen University uses a memory-based multi-agent system for ontology construction, graph building and graph RAG.
Agents split the work and share memory for more accurate graphs and fuller retrieval; published at KDD 2026.
Ontology:Automatic design.
Multi-agent:Divided work.
Shared memory:Consistent results.
Agents split the work and share memory for more accurate graphs and fuller retrieval; published at KDD 2026.
Features
Ontology:Automatic design.
Multi-agent:Divided work.
Shared memory:Consistent results.
